{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fdbfb6b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "text_width 6.75\n",
      "column_width 3.25\n",
      "vpsde_dds_anchor_epoch_15_.pt\n",
      "\t BEST PSNR:  23.546029271185397  with param=  0.025\n",
      "\t BEST SSIM:  0.8487286348162646  with param=  0.025\n",
      "vpsde_dps_.pt\n",
      "\t BEST PSNR:  23.70791692659259  with param=  400.0\n",
      "\t BEST SSIM:  0.8498591387304382  with param=  400.0\n",
      "vpsde_naive_.pt\n",
      "\t BEST PSNR:  22.808172530680896  with param=  10.0\n",
      "\t BEST SSIM:  0.8153477574482146  with param=  10.0\n",
      "vpsde_OSEMNLL_naive_.pt\n",
      "\t BEST PSNR:  23.40132738687098  with param=  0.2\n",
      "\t BEST SSIM:  0.792702142796542  with param=  0.9\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2700x900 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib, os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from result_util import get_sweep_mean_results\n",
    "import matplotlib.patches as mpatches\n",
    "\n",
    "text_width = (72.27 ** -1) * 487.8225 # in  --> Confirmed with template explanation\n",
    "print('text_width', text_width)\n",
    "column_width = (72.27 ** -1) * 234.8775\n",
    "print('column_width', column_width)\n",
    "\n",
    "fs_m1 = 5  # for figure ticks\n",
    "fs = 7  # for regular figure text\n",
    "fs_p1 = 8  # figure titles\n",
    "\n",
    "matplotlib.rc('font', size=fs)          # controls default text sizes\n",
    "matplotlib.rc('axes', titlesize=fs)     # fontsize of the axes title\n",
    "matplotlib.rc('axes', labelsize=fs)    # fontsize of the x and y labels\n",
    "matplotlib.rc('xtick', labelsize=fs_m1)    # fontsize of the tick labels\n",
    "matplotlib.rc('ytick', labelsize=fs_m1)    # fontsize of the tick labels\n",
    "matplotlib.rc('legend', fontsize=fs_m1)    # legend fontsize\n",
    "matplotlib.rc('figure', titlesize=fs_p1)  # fontsize of the figure title\n",
    "matplotlib.rc('font', **{'family':'serif', 'serif': ['Palatino']})\n",
    "matplotlib.rc('text', usetex=True)\n",
    "\n",
    "MEAN_KLDIV = 59407.19626953125\n",
    "\n",
    "f_to_name = {\n",
    "    \"vpsde_naive_.pt\" : r\"\\textsc{PET-Naive}\", #VPSDE - \n",
    "    #\"rdp_.pt\" : r\"RDP regularisation\",\n",
    "    \"vpsde_dps_.pt\" : r\"\\textsc{PET-DPS}\",\n",
    "    \"vpsde_OSEMNLL_naive_.pt\" : r\"\\textsc{Naive (OSEM)\",\n",
    "    \"vpsde_dds_anchor_epoch_15_.pt\" : r\"\\textsc{PET-DDS}\" #r\"VPSDE - DDS - MRI guided\"\n",
    "}\n",
    "\n",
    "f_to_color = { \n",
    "    \"vpsde_naive_.pt\" : '#1f77b4', #VPSDE - \n",
    "    #\"rdp_.pt\" : '#ff7f0e',\n",
    "    \"vpsde_dps_.pt\" : '#d62728',\n",
    "    \"vpsde_OSEMNLL_naive_.pt\" : '#9467bd',\n",
    "    \"vpsde_dds_anchor_epoch_15_.pt\" : '#2ca02c' #r\"VPSDE - DDS\"\n",
    "}\n",
    "\n",
    "\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize=(text_width, text_width/3), dpi = 400)\n",
    "c_idx = 0\n",
    "for f in os.listdir(f\"noise_level={str(10)}/non_tumour\"):\n",
    "    if f in list(f_to_color.keys()):\n",
    "        print(f)\n",
    "        res = get_sweep_mean_results(os.path.join(f\"noise_level={str(10)}/non_tumour\", f))\n",
    "        # filter to high kldiv\n",
    "        best_psnr = np.argmax(res[\"psnrs\"])\n",
    "        print(\"\\t BEST PSNR: \", res[\"psnrs\"][best_psnr].item(), \" with param= \", res[\"datafit_strengths\"][best_psnr])\n",
    "        best_ssim = np.argmax(res[\"ssims\"])    \n",
    "        print(\"\\t BEST SSIM: \", res[\"ssims\"][best_ssim].item(), \" with param= \", res[\"datafit_strengths\"][best_ssim])\n",
    "\n",
    "        #print(res[\"datafit_strengths\"])\n",
    "        to_plot = np.argwhere(np.array(res[\"kldivs\"]) < 62500.)\n",
    "        res[\"stds\"] = np.array(res[\"stds\"])[to_plot]\n",
    "        res[\"psnrs\"] = np.array(res[\"psnrs\"])[to_plot]\n",
    "        res[\"ssims\"] = np.array(res[\"ssims\"])[to_plot]\n",
    "        res[\"kldivs\"] = np.array(res[\"kldivs\"])[to_plot]\n",
    "        res[\"crcs\"] = np.array(res[\"crcs\"])[to_plot]\n",
    "        res[\"datafit_strengths\"] = np.array(res[\"datafit_strengths\"])[to_plot]\n",
    "        \n",
    "        if f == \"rdp_.pt\": \n",
    "            res[\"stds\"] = res[\"stds\"][1:]\n",
    "            res[\"psnrs\"] = res[\"psnrs\"][1:]\n",
    "            res[\"ssims\"] = res[\"ssims\"][1:]\n",
    "            res[\"kldivs\"] = res[\"kldivs\"][1:]\n",
    "            res[\"crcs\"] = res[\"crcs\"][1:]\n",
    "            res[\"datafit_strengths\"] = res[\"datafit_strengths\"][1:]\n",
    "        \n",
    "        if f == \"vpsde_OSEMNLL_naive_.pt\":\n",
    "            res[\"stds\"] = res[\"stds\"][[0,1,2,3,4,5,6,8,9,10,11,13,15,16]]\n",
    "            res[\"psnrs\"] = res[\"psnrs\"][[0,1,2,3,4,5,6,8,9,10,11,13,15,16]]\n",
    "            res[\"ssims\"] = res[\"ssims\"][[0,1,2,3,4,5,6,8,9,10,11,13,15,16]]\n",
    "            res[\"kldivs\"] = res[\"kldivs\"][[0,1,2,3,4,5,6,8,9,10,11,13,15,16]]\n",
    "            res[\"crcs\"] = res[\"crcs\"][[0,1,2,3,4,5,6,8,9,10,11,13,15,16]]\n",
    "            res[\"datafit_strengths\"] = res[\"datafit_strengths\"][[0,1,2,3,4,5,6,8,9,10,11,13,15,16]]\n",
    "        if f == \"vpsde_dps_.pt\": \n",
    "            res[\"stds\"] = res[\"stds\"][1:]\n",
    "            res[\"psnrs\"] = res[\"psnrs\"][1:]\n",
    "            res[\"ssims\"] = res[\"ssims\"][1:]\n",
    "            res[\"kldivs\"] = res[\"kldivs\"][1:]\n",
    "            res[\"crcs\"] = res[\"crcs\"][1:]\n",
    "            res[\"datafit_strengths\"] = res[\"datafit_strengths\"][1:] \n",
    "        if f == \"vpsde_naive_.pt\":\n",
    "            res[\"stds\"] = res[\"stds\"][1:]\n",
    "            res[\"psnrs\"] = res[\"psnrs\"][1:]\n",
    "            res[\"ssims\"] = res[\"ssims\"][1:]\n",
    "            res[\"kldivs\"] = res[\"kldivs\"][1:]\n",
    "            res[\"crcs\"] = res[\"crcs\"][1:]\n",
    "            res[\"datafit_strengths\"] = res[\"datafit_strengths\"][1:]\n",
    "        \n",
    "\n",
    "        ax1.plot(res[\"stds\"], res[\"psnrs\"], ls=\"-\", alpha=0.3, c=f_to_color[f], lw=3)\n",
    "        ax1.scatter(res[\"stds\"], res[\"psnrs\"], label=f_to_name[f], c=f_to_color[f],s=6)\n",
    "\n",
    "        ax2.plot(res[\"stds\"], res[\"ssims\"], ls=\"-\", alpha=0.3, c=f_to_color[f], lw=3)\n",
    "        ax2.scatter(res[\"stds\"], res[\"ssims\"], label=f_to_name[f], c=f_to_color[f],s=6)\n",
    "\n",
    "        ax3.plot(res[\"stds\"], res[\"kldivs\"], ls=\"-\", alpha=0.3, c=f_to_color[f], lw=3)\n",
    "        ax3.scatter(res[\"stds\"], res[\"kldivs\"], label=f_to_name[f], c=f_to_color[f],s=6)\n",
    "        \n",
    "ax1.spines[['right', 'top']].set_visible(False)\n",
    "ax2.spines[['right', 'top']].set_visible(False)\n",
    "ax3.spines[['right', 'top']].set_visible(False)\n",
    "ax1.tick_params(axis='both', which='major', pad = 1)\n",
    "ax2.tick_params(axis='both', which='major', pad = 1)\n",
    "ax3.tick_params(axis='both', which='major', pad = 1)\n",
    "ax1.set_ylabel(r\"Peak Signal-to-Noise Ratio (dB)\")\n",
    "ax1.set_xlabel(r\"Standard Deviation\")\n",
    "ax2.set_ylabel(r\"Structural Similarity Index\")\n",
    "ax2.set_xlabel(r\"Standard Deviation\")\n",
    "ax3.set_ylabel(r\"KL Divergence\")\n",
    "ax3.set_xlabel(r\"Standard Deviation\")\n",
    "\n",
    "\n",
    "ax3.hlines(MEAN_KLDIV, 0, 0.7, color=\"gray\", ls=\"--\")\n",
    "ax1.set_xlim(0, 0.7)\n",
    "ax2.set_xlim(0, 0.7)\n",
    "ax3.set_xlim(0, 0.7)\n",
    "\n",
    "ax1.grid(0.3, alpha=0.45, zorder=0)\n",
    "ax2.grid(0.3, alpha=0.45, zorder=0)\n",
    "ax3.grid(0.3, alpha=0.45, zorder=0)\n",
    "\n",
    "lines_labels =  [ax1.get_legend_handles_labels()]\n",
    "lines, labels = [sum(lol, []) for lol in zip(*lines_labels)]\n",
    "fig.legend(lines, labels, ncols=4, loc=\"lower center\", bbox_to_anchor=(0.5, -0.07))\n",
    "\n",
    "plt.subplots_adjust(left=0.125,\n",
    "        bottom=0.164,\n",
    "        right=0.902,\n",
    "        top=0.88,\n",
    "        wspace=0.51,\n",
    "        hspace=0.212)\n",
    "ax3.text(0.16, 0.14, 'mean KL', horizontalalignment='center', verticalalignment='center', transform=ax3.transAxes)\n",
    "plt.savefig(\"no_tumour_10.pdf\", dpi=400, bbox_inches = 'tight')"
   ]
  }
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